Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 43.1 KiB |
| Average record size in memory | 88.3 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:46:07.771498 |
|---|---|
| Analysis finished | 2020-08-25 00:46:25.969812 |
| Duration | 18.2 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.686896085739135e-10 |
|---|---|
| Minimum | -2.45656681060791 |
| Maximum | 2.2068188190460205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.456566811 |
|---|---|
| 5-th percentile | -1.604606634 |
| Q1 | -0.7417185754 |
| median | -0.04629806988 |
| Q3 | 0.8188895136 |
| 95-th percentile | 1.559158719 |
| Maximum | 2.206818819 |
| Range | 4.66338563 |
| Interquartile range (IQR) | 1.560608089 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | -1495462155 |
| Kurtosis | -0.7825889124 |
| Mean | -6.686896086e-10 |
| Median Absolute Deviation (MAD) | 0.7720354199 |
| Skewness | -0.04257811404 |
| Sum | -3.343448043e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.8964825273 | 1 | 0.2% | |
| 0.9578774571 | 1 | 0.2% | |
| -0.9811504483 | 1 | 0.2% | |
| -1.960337996 | 1 | 0.2% | |
| -0.00887005683 | 1 | 0.2% | |
| 0.0939097777 | 1 | 0.2% | |
| 0.184646517 | 1 | 0.2% | |
| -0.1394807398 | 1 | 0.2% | |
| 1.168946266 | 1 | 0.2% | |
| -0.3858962357 | 1 | 0.2% | |
| 0.5608572364 | 1 | 0.2% | |
| -0.7288290858 | 1 | 0.2% | |
| -1.401020646 | 1 | 0.2% | |
| -1.13366425 | 1 | 0.2% | |
| 0.6028569341 | 1 | 0.2% | |
| -2.048155546 | 1 | 0.2% | |
| -2.04831171 | 1 | 0.2% | |
| -1.862627029 | 1 | 0.2% | |
| 0.01454675943 | 1 | 0.2% | |
| -2.359733582 | 1 | 0.2% | |
| 1.115894556 | 1 | 0.2% | |
| 0.4727439582 | 1 | 0.2% | |
| -0.4733117521 | 1 | 0.2% | |
| -1.39130795 | 1 | 0.2% | |
| -0.2877684832 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.456566811 | 1 | 0.2% | |
| -2.359733582 | 1 | 0.2% | |
| -2.213635206 | 1 | 0.2% | |
| -2.196451902 | 1 | 0.2% | |
| -2.04831171 | 1 | 0.2% | |
| -2.048155546 | 1 | 0.2% | |
| -2.043295383 | 1 | 0.2% | |
| -2.03555727 | 1 | 0.2% | |
| -2.014365435 | 1 | 0.2% | |
| -1.974409342 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.206818819 | 1 | 0.2% | |
| 2.138605356 | 1 | 0.2% | |
| 2.038969994 | 1 | 0.2% | |
| 1.979913831 | 1 | 0.2% | |
| 1.960578442 | 1 | 0.2% | |
| 1.900889039 | 1 | 0.2% | |
| 1.895444751 | 1 | 0.2% | |
| 1.894727945 | 1 | 0.2% | |
| 1.876754761 | 1 | 0.2% | |
| 1.864724636 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2367963790893555e-09 |
|---|---|
| Minimum | -1.8134185075759888 |
| Maximum | 1.673583984375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.813418508 |
|---|---|
| 5-th percentile | -1.628256148 |
| Q1 | -0.8004975766 |
| median | 0.002659832127 |
| Q3 | 0.8870510012 |
| 95-th percentile | 1.54372232 |
| Maximum | 1.673583984 |
| Range | 3.487002492 |
| Interquartile range (IQR) | 1.687548578 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | 808540531.7 |
| Kurtosis | -1.180988709 |
| Mean | 1.236796379e-09 |
| Median Absolute Deviation (MAD) | 0.8641543984 |
| Skewness | -0.06915979626 |
| Sum | 6.183981895e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.3930662572 | 1 | 0.2% | |
| -0.1963721514 | 1 | 0.2% | |
| 0.09110304713 | 1 | 0.2% | |
| -0.5916767716 | 1 | 0.2% | |
| 0.3459126353 | 1 | 0.2% | |
| -0.3424414396 | 1 | 0.2% | |
| -0.2244438827 | 1 | 0.2% | |
| 0.8831295967 | 1 | 0.2% | |
| 0.7141628265 | 1 | 0.2% | |
| 0.5559832454 | 1 | 0.2% | |
| 1.55416894 | 1 | 0.2% | |
| 1.297517061 | 1 | 0.2% | |
| -0.5196219683 | 1 | 0.2% | |
| 1.52408886 | 1 | 0.2% | |
| -1.690109491 | 1 | 0.2% | |
| -1.801129222 | 1 | 0.2% | |
| -1.346412659 | 1 | 0.2% | |
| -1.037777424 | 1 | 0.2% | |
| -1.574390888 | 1 | 0.2% | |
| -0.1103487611 | 1 | 0.2% | |
| 0.8709740043 | 1 | 0.2% | |
| -0.2897206545 | 1 | 0.2% | |
| -1.705759764 | 1 | 0.2% | |
| -1.70897162 | 1 | 0.2% | |
| 1.584429383 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.813418508 | 1 | 0.2% | |
| -1.801129222 | 1 | 0.2% | |
| -1.782995343 | 1 | 0.2% | |
| -1.778242588 | 1 | 0.2% | |
| -1.775215745 | 1 | 0.2% | |
| -1.772760272 | 1 | 0.2% | |
| -1.770515919 | 1 | 0.2% | |
| -1.76843524 | 1 | 0.2% | |
| -1.756556749 | 1 | 0.2% | |
| -1.756026626 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.673583984 | 1 | 0.2% | |
| 1.668403864 | 1 | 0.2% | |
| 1.650171638 | 1 | 0.2% | |
| 1.64473176 | 1 | 0.2% | |
| 1.638827205 | 1 | 0.2% | |
| 1.638643384 | 1 | 0.2% | |
| 1.629529715 | 1 | 0.2% | |
| 1.625795364 | 1 | 0.2% | |
| 1.619952917 | 1 | 0.2% | |
| 1.618693352 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.429610610008239e-10 |
|---|---|
| Minimum | -1.7678604125976562 |
| Maximum | 1.6958022117614746 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.767860413 |
|---|---|
| 5-th percentile | -1.607560509 |
| Q1 | -0.8671708703 |
| median | 0.01831402071 |
| Q3 | 0.8621603847 |
| 95-th percentile | 1.559706342 |
| Maximum | 1.695802212 |
| Range | 3.463662624 |
| Interquartile range (IQR) | 1.729331255 |
Descriptive statistics
| Standard deviation | 0.9999999997 |
|---|---|
| Coefficient of variation (CV) | 1841752699 |
| Kurtosis | -1.16346127 |
| Mean | 5.42961061e-10 |
| Median Absolute Deviation (MAD) | 0.8596138954 |
| Skewness | -0.03526930882 |
| Sum | 2.714805305e-07 |
| Variance | 0.9999999994 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4936495423 | 1 | 0.2% | |
| 1.637388587 | 1 | 0.2% | |
| 0.6856614351 | 1 | 0.2% | |
| -0.2862900198 | 1 | 0.2% | |
| 1.099926949 | 1 | 0.2% | |
| 1.052100658 | 1 | 0.2% | |
| -0.8450469375 | 1 | 0.2% | |
| -0.5629684925 | 1 | 0.2% | |
| -0.6468061805 | 1 | 0.2% | |
| 0.5745428205 | 1 | 0.2% | |
| -1.20957911 | 1 | 0.2% | |
| 0.7181009054 | 1 | 0.2% | |
| 0.8684927821 | 1 | 0.2% | |
| 1.256611824 | 1 | 0.2% | |
| -0.1509624124 | 1 | 0.2% | |
| -1.535832286 | 1 | 0.2% | |
| 0.9398241043 | 1 | 0.2% | |
| 0.164147675 | 1 | 0.2% | |
| 0.8128404617 | 1 | 0.2% | |
| 1.520215392 | 1 | 0.2% | |
| 0.2646207511 | 1 | 0.2% | |
| 0.9007364511 | 1 | 0.2% | |
| 1.093052149 | 1 | 0.2% | |
| 1.324917197 | 1 | 0.2% | |
| 1.332924247 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.767860413 | 1 | 0.2% | |
| -1.757557154 | 1 | 0.2% | |
| -1.751533508 | 1 | 0.2% | |
| -1.730325341 | 1 | 0.2% | |
| -1.71023047 | 1 | 0.2% | |
| -1.708230019 | 1 | 0.2% | |
| -1.707360744 | 1 | 0.2% | |
| -1.690795183 | 1 | 0.2% | |
| -1.689756751 | 1 | 0.2% | |
| -1.681879044 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.695802212 | 1 | 0.2% | |
| 1.691894412 | 1 | 0.2% | |
| 1.688855052 | 1 | 0.2% | |
| 1.685325742 | 1 | 0.2% | |
| 1.682973146 | 1 | 0.2% | |
| 1.677669525 | 1 | 0.2% | |
| 1.676464558 | 1 | 0.2% | |
| 1.67035985 | 1 | 0.2% | |
| 1.668581247 | 1 | 0.2% | |
| 1.658754587 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8400605767965316e-09 |
|---|---|
| Minimum | -1.773234248161316 |
| Maximum | 1.6372938156127932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.773234248 |
|---|---|
| 5-th percentile | -1.546201175 |
| Q1 | -0.8796363622 |
| median | 0.01130548725 |
| Q3 | 0.918434009 |
| 95-th percentile | 1.495783859 |
| Maximum | 1.637293816 |
| Range | 3.410528064 |
| Interquartile range (IQR) | 1.798070371 |
Descriptive statistics
| Standard deviation | 0.999999998 |
|---|---|
| Coefficient of variation (CV) | 543460367.9 |
| Kurtosis | -1.256147053 |
| Mean | 1.840060577e-09 |
| Median Absolute Deviation (MAD) | 0.8995948075 |
| Skewness | -0.06456493208 |
| Sum | 9.200302884e-07 |
| Variance | 0.999999996 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.24229598 | 1 | 0.2% | |
| 1.53972733 | 1 | 0.2% | |
| 0.7483581901 | 1 | 0.2% | |
| 1.313825965 | 1 | 0.2% | |
| 0.344883889 | 1 | 0.2% | |
| -1.006489515 | 1 | 0.2% | |
| 0.6907473207 | 1 | 0.2% | |
| -0.194500193 | 1 | 0.2% | |
| 0.9326648712 | 1 | 0.2% | |
| -1.342804313 | 1 | 0.2% | |
| -1.551429987 | 1 | 0.2% | |
| 0.8470054269 | 1 | 0.2% | |
| -1.287763357 | 1 | 0.2% | |
| -0.149984315 | 1 | 0.2% | |
| 0.3607051671 | 1 | 0.2% | |
| 0.4801482558 | 1 | 0.2% | |
| 0.7945633531 | 1 | 0.2% | |
| -1.516026735 | 1 | 0.2% | |
| -0.3849348128 | 1 | 0.2% | |
| -1.125684142 | 1 | 0.2% | |
| 1.487014532 | 1 | 0.2% | |
| 0.6222607493 | 1 | 0.2% | |
| 0.7673316598 | 1 | 0.2% | |
| 0.1042417064 | 1 | 0.2% | |
| 0.6565985084 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.773234248 | 1 | 0.2% | |
| -1.744310856 | 1 | 0.2% | |
| -1.729434252 | 1 | 0.2% | |
| -1.728774428 | 1 | 0.2% | |
| -1.727149248 | 1 | 0.2% | |
| -1.721167564 | 1 | 0.2% | |
| -1.713770628 | 1 | 0.2% | |
| -1.706748247 | 1 | 0.2% | |
| -1.705717325 | 1 | 0.2% | |
| -1.694069862 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.637293816 | 1 | 0.2% | |
| 1.633780122 | 1 | 0.2% | |
| 1.631327391 | 1 | 0.2% | |
| 1.628409505 | 1 | 0.2% | |
| 1.614239097 | 1 | 0.2% | |
| 1.606970668 | 1 | 0.2% | |
| 1.603515983 | 1 | 0.2% | |
| 1.60212934 | 1 | 0.2% | |
| 1.5973773 | 1 | 0.2% | |
| 1.583010912 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.558854460716248e-10 |
|---|---|
| Minimum | -1.7141772508621216 |
| Maximum | 1.6812628507614136 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.714177251 |
|---|---|
| 5-th percentile | -1.550452679 |
| Q1 | -0.7951891273 |
| median | -0.08507051319 |
| Q3 | 0.9066087753 |
| 95-th percentile | 1.515540248 |
| Maximum | 1.681262851 |
| Range | 3.395440102 |
| Interquartile range (IQR) | 1.701797903 |
Descriptive statistics
| Standard deviation | 0.9999999993 |
|---|---|
| Coefficient of variation (CV) | 1168380656 |
| Kurtosis | -1.241315833 |
| Mean | 8.558854461e-10 |
| Median Absolute Deviation (MAD) | 0.891199939 |
| Skewness | 0.0133117934 |
| Sum | 4.27942723e-07 |
| Variance | 0.9999999987 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.494139194 | 1 | 0.2% | |
| -0.5042269826 | 1 | 0.2% | |
| 0.1446494162 | 1 | 0.2% | |
| 1.524273157 | 1 | 0.2% | |
| -0.4918512702 | 1 | 0.2% | |
| -0.749330163 | 1 | 0.2% | |
| -0.1117778122 | 1 | 0.2% | |
| -0.3297446072 | 1 | 0.2% | |
| 0.8166011572 | 1 | 0.2% | |
| 1.373669147 | 1 | 0.2% | |
| 1.261947632 | 1 | 0.2% | |
| 1.129533291 | 1 | 0.2% | |
| 1.097931147 | 1 | 0.2% | |
| 1.175148845 | 1 | 0.2% | |
| 1.584618807 | 1 | 0.2% | |
| -0.1721996963 | 1 | 0.2% | |
| -1.227259278 | 1 | 0.2% | |
| 0.7552063465 | 1 | 0.2% | |
| -1.567058325 | 1 | 0.2% | |
| -0.2438143194 | 1 | 0.2% | |
| -0.1358244866 | 1 | 0.2% | |
| 1.190114021 | 1 | 0.2% | |
| 1.375073552 | 1 | 0.2% | |
| -1.069622755 | 1 | 0.2% | |
| 0.1242258996 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.714177251 | 1 | 0.2% | |
| -1.712385297 | 1 | 0.2% | |
| -1.707345247 | 1 | 0.2% | |
| -1.69137156 | 1 | 0.2% | |
| -1.685610652 | 1 | 0.2% | |
| -1.681217909 | 1 | 0.2% | |
| -1.676212072 | 1 | 0.2% | |
| -1.663671017 | 1 | 0.2% | |
| -1.661769748 | 1 | 0.2% | |
| -1.644360304 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.681262851 | 1 | 0.2% | |
| 1.666311741 | 1 | 0.2% | |
| 1.662387848 | 1 | 0.2% | |
| 1.657364011 | 1 | 0.2% | |
| 1.634996057 | 1 | 0.2% | |
| 1.633124113 | 1 | 0.2% | |
| 1.626258373 | 1 | 0.2% | |
| 1.625967741 | 1 | 0.2% | |
| 1.625112057 | 1 | 0.2% | |
| 1.623500824 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.711350917816162e-10 |
|---|---|
| Minimum | -1.786902904510498 |
| Maximum | 1.7054719924926758 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.786902905 |
|---|---|
| 5-th percentile | -1.618835372 |
| Q1 | -0.8342062235 |
| median | 0.00889726961 |
| Q3 | 0.8622670919 |
| 95-th percentile | 1.519170809 |
| Maximum | 1.705471992 |
| Range | 3.492374897 |
| Interquartile range (IQR) | 1.696473315 |
Descriptive statistics
| Standard deviation | 0.9999999969 |
|---|---|
| Coefficient of variation (CV) | 1296789638 |
| Kurtosis | -1.162835465 |
| Mean | 7.711350918e-10 |
| Median Absolute Deviation (MAD) | 0.8511648527 |
| Skewness | -0.06314205166 |
| Sum | 3.855675459e-07 |
| Variance | 0.9999999938 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.3666976988 | 1 | 0.2% | |
| -1.305346251 | 1 | 0.2% | |
| -0.1253212839 | 1 | 0.2% | |
| 0.4357014 | 1 | 0.2% | |
| -0.6596325636 | 1 | 0.2% | |
| -1.053363681 | 1 | 0.2% | |
| -0.242509976 | 1 | 0.2% | |
| -1.526024461 | 1 | 0.2% | |
| 0.02361067012 | 1 | 0.2% | |
| -1.275316119 | 1 | 0.2% | |
| 0.731656909 | 1 | 0.2% | |
| -1.500071883 | 1 | 0.2% | |
| 1.022131443 | 1 | 0.2% | |
| -0.5540353656 | 1 | 0.2% | |
| 1.031903028 | 1 | 0.2% | |
| 0.002875955775 | 1 | 0.2% | |
| 0.04744724929 | 1 | 0.2% | |
| -0.3009482324 | 1 | 0.2% | |
| 0.5921340585 | 1 | 0.2% | |
| 1.260443807 | 1 | 0.2% | |
| -1.629588366 | 1 | 0.2% | |
| -0.6604989767 | 1 | 0.2% | |
| -0.257497251 | 1 | 0.2% | |
| 0.2872844338 | 1 | 0.2% | |
| 1.04294765 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.786902905 | 1 | 0.2% | |
| -1.77975893 | 1 | 0.2% | |
| -1.773804903 | 1 | 0.2% | |
| -1.754861116 | 1 | 0.2% | |
| -1.754440546 | 1 | 0.2% | |
| -1.750017762 | 1 | 0.2% | |
| -1.738733172 | 1 | 0.2% | |
| -1.734057784 | 1 | 0.2% | |
| -1.721873283 | 1 | 0.2% | |
| -1.711512327 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.705471992 | 1 | 0.2% | |
| 1.698707104 | 1 | 0.2% | |
| 1.678002715 | 1 | 0.2% | |
| 1.675560832 | 1 | 0.2% | |
| 1.669507146 | 1 | 0.2% | |
| 1.668063283 | 1 | 0.2% | |
| 1.667276144 | 1 | 0.2% | |
| 1.663951397 | 1 | 0.2% | |
| 1.660476446 | 1 | 0.2% | |
| 1.639800549 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.527834682768514e-09 |
|---|---|
| Minimum | -1.7734127044677734 |
| Maximum | 1.7361743450164795 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.773412704 |
|---|---|
| 5-th percentile | -1.563599873 |
| Q1 | -0.8497746587 |
| median | 0.06526587531 |
| Q3 | 0.8703565598 |
| 95-th percentile | 1.54436751 |
| Maximum | 1.736174345 |
| Range | 3.509587049 |
| Interquartile range (IQR) | 1.720131218 |
Descriptive statistics
| Standard deviation | 0.9999999984 |
|---|---|
| Coefficient of variation (CV) | -654521074.6 |
| Kurtosis | -1.168588619 |
| Mean | -1.527834683e-09 |
| Median Absolute Deviation (MAD) | 0.8526991792 |
| Skewness | -0.08068761018 |
| Sum | -7.639173414e-07 |
| Variance | 0.9999999968 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2038581073 | 1 | 0.2% | |
| 0.9573635459 | 1 | 0.2% | |
| 0.4396087229 | 1 | 0.2% | |
| 0.2908081114 | 1 | 0.2% | |
| -0.3551374972 | 1 | 0.2% | |
| -0.7378755212 | 1 | 0.2% | |
| 0.6751240492 | 1 | 0.2% | |
| -1.754546881 | 1 | 0.2% | |
| -0.03255180269 | 1 | 0.2% | |
| -1.160807371 | 1 | 0.2% | |
| 0.8431006074 | 1 | 0.2% | |
| 0.4125296474 | 1 | 0.2% | |
| 1.229809642 | 1 | 0.2% | |
| -1.174489856 | 1 | 0.2% | |
| -1.629569769 | 1 | 0.2% | |
| -1.496761203 | 1 | 0.2% | |
| -1.489019632 | 1 | 0.2% | |
| 0.1353376955 | 1 | 0.2% | |
| 1.412788033 | 1 | 0.2% | |
| 0.3188361228 | 1 | 0.2% | |
| -1.045613527 | 1 | 0.2% | |
| -0.7132380009 | 1 | 0.2% | |
| -0.3048618436 | 1 | 0.2% | |
| 0.4075396359 | 1 | 0.2% | |
| 1.492892623 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.773412704 | 1 | 0.2% | |
| -1.764155388 | 1 | 0.2% | |
| -1.754546881 | 1 | 0.2% | |
| -1.748149157 | 1 | 0.2% | |
| -1.747419238 | 1 | 0.2% | |
| -1.73414588 | 1 | 0.2% | |
| -1.734025836 | 1 | 0.2% | |
| -1.733895779 | 1 | 0.2% | |
| -1.724079967 | 1 | 0.2% | |
| -1.681937337 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.736174345 | 1 | 0.2% | |
| 1.730486751 | 1 | 0.2% | |
| 1.725214601 | 1 | 0.2% | |
| 1.712592959 | 1 | 0.2% | |
| 1.712432146 | 1 | 0.2% | |
| 1.711432219 | 1 | 0.2% | |
| 1.706503153 | 1 | 0.2% | |
| 1.698894024 | 1 | 0.2% | |
| 1.692988753 | 1 | 0.2% | |
| 1.675772905 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.33996319770813e-10 |
|---|---|
| Minimum | -1.7134811878204346 |
| Maximum | 1.7497831583023071 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.713481188 |
|---|---|
| 5-th percentile | -1.555032939 |
| Q1 | -0.8179045469 |
| median | -0.02204973809 |
| Q3 | 0.9052096009 |
| 95-th percentile | 1.535334349 |
| Maximum | 1.749783158 |
| Range | 3.463264346 |
| Interquartile range (IQR) | 1.723114148 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -2304167004 |
| Kurtosis | -1.221936926 |
| Mean | -4.339963198e-10 |
| Median Absolute Deviation (MAD) | 0.8454941511 |
| Skewness | 0.01219819349 |
| Sum | -2.169981599e-07 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.525387645 | 1 | 0.2% | |
| 0.3487837613 | 1 | 0.2% | |
| -1.184031606 | 1 | 0.2% | |
| 1.08648026 | 1 | 0.2% | |
| -0.007969445549 | 1 | 0.2% | |
| -1.094311953 | 1 | 0.2% | |
| -0.02076072432 | 1 | 0.2% | |
| -0.1975804269 | 1 | 0.2% | |
| -1.425212264 | 1 | 0.2% | |
| 0.04170504957 | 1 | 0.2% | |
| -1.070892453 | 1 | 0.2% | |
| -1.713481188 | 1 | 0.2% | |
| 0.420558691 | 1 | 0.2% | |
| -0.3162300289 | 1 | 0.2% | |
| -0.7415106893 | 1 | 0.2% | |
| -0.9387789369 | 1 | 0.2% | |
| 1.375657797 | 1 | 0.2% | |
| -0.4744576216 | 1 | 0.2% | |
| -0.6055440307 | 1 | 0.2% | |
| -0.3961534798 | 1 | 0.2% | |
| 1.033827305 | 1 | 0.2% | |
| 1.061174154 | 1 | 0.2% | |
| -1.36850965 | 1 | 0.2% | |
| 0.6243394613 | 1 | 0.2% | |
| -0.4214893281 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.713481188 | 1 | 0.2% | |
| -1.709404588 | 1 | 0.2% | |
| -1.680904746 | 1 | 0.2% | |
| -1.67713964 | 1 | 0.2% | |
| -1.668196201 | 1 | 0.2% | |
| -1.665570855 | 1 | 0.2% | |
| -1.658684254 | 1 | 0.2% | |
| -1.658030391 | 1 | 0.2% | |
| -1.645463109 | 1 | 0.2% | |
| -1.638504505 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.749783158 | 1 | 0.2% | |
| 1.736426711 | 1 | 0.2% | |
| 1.735138059 | 1 | 0.2% | |
| 1.708528042 | 1 | 0.2% | |
| 1.701132536 | 1 | 0.2% | |
| 1.70045805 | 1 | 0.2% | |
| 1.681724072 | 1 | 0.2% | |
| 1.675471544 | 1 | 0.2% | |
| 1.669062734 | 1 | 0.2% | |
| 1.661313057 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.526903361082077e-09 |
|---|---|
| Minimum | -1.7501331567764282 |
| Maximum | 1.7165577411651611 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.750133157 |
|---|---|
| 5-th percentile | -1.533810687 |
| Q1 | -0.8681935072 |
| median | -0.05908546224 |
| Q3 | 0.8895753473 |
| 95-th percentile | 1.548455989 |
| Maximum | 1.716557741 |
| Range | 3.466690898 |
| Interquartile range (IQR) | 1.757768854 |
Descriptive statistics
| Standard deviation | 0.999999997 |
|---|---|
| Coefficient of variation (CV) | 654920293.2 |
| Kurtosis | -1.229275533 |
| Mean | 1.526903361e-09 |
| Median Absolute Deviation (MAD) | 0.8812505305 |
| Skewness | 0.03856401021 |
| Sum | 7.634516805e-07 |
| Variance | 0.9999999939 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.333977818 | 1 | 0.2% | |
| 0.9202424288 | 1 | 0.2% | |
| -1.7369169 | 1 | 0.2% | |
| -0.1167844385 | 1 | 0.2% | |
| 1.672474504 | 1 | 0.2% | |
| 1.624638796 | 1 | 0.2% | |
| -1.203620195 | 1 | 0.2% | |
| -0.8684669137 | 1 | 0.2% | |
| -0.1790316105 | 1 | 0.2% | |
| -0.04941923916 | 1 | 0.2% | |
| -1.352179646 | 1 | 0.2% | |
| 0.9856617451 | 1 | 0.2% | |
| 1.527974844 | 1 | 0.2% | |
| -0.449627012 | 1 | 0.2% | |
| 0.8821535707 | 1 | 0.2% | |
| -0.6360638142 | 1 | 0.2% | |
| -0.9596080184 | 1 | 0.2% | |
| 1.561195016 | 1 | 0.2% | |
| -0.1479355246 | 1 | 0.2% | |
| 0.3660499752 | 1 | 0.2% | |
| -0.4310665429 | 1 | 0.2% | |
| -0.9544401169 | 1 | 0.2% | |
| -1.002123117 | 1 | 0.2% | |
| 0.1052676216 | 1 | 0.2% | |
| 1.53779757 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.750133157 | 1 | 0.2% | |
| -1.7369169 | 1 | 0.2% | |
| -1.729023099 | 1 | 0.2% | |
| -1.728152752 | 1 | 0.2% | |
| -1.718683958 | 1 | 0.2% | |
| -1.70962131 | 1 | 0.2% | |
| -1.687570453 | 1 | 0.2% | |
| -1.67852211 | 1 | 0.2% | |
| -1.67772615 | 1 | 0.2% | |
| -1.674775124 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.716557741 | 1 | 0.2% | |
| 1.685530663 | 1 | 0.2% | |
| 1.684895754 | 1 | 0.2% | |
| 1.684004784 | 1 | 0.2% | |
| 1.683783412 | 1 | 0.2% | |
| 1.678298354 | 1 | 0.2% | |
| 1.672474504 | 1 | 0.2% | |
| 1.641353607 | 1 | 0.2% | |
| 1.625760674 | 1 | 0.2% | |
| 1.624638796 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2349337339401246e-09 |
|---|---|
| Minimum | -1.7841724157333374 |
| Maximum | 1.8537031412124636 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -1.784172416 |
|---|---|
| 5-th percentile | -1.600159085 |
| Q1 | -0.7962742597 |
| median | 0.01182358852 |
| Q3 | 0.8080052882 |
| 95-th percentile | 1.600343585 |
| Maximum | 1.853703141 |
| Range | 3.637875557 |
| Interquartile range (IQR) | 1.604279548 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -809760049.9 |
| Kurtosis | -1.080843031 |
| Mean | -1.234933734e-09 |
| Median Absolute Deviation (MAD) | 0.8019378483 |
| Skewness | 0.004368841481 |
| Sum | -6.17466867e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.8574216962 | 1 | 0.2% | |
| -0.1792812645 | 1 | 0.2% | |
| -0.6116297841 | 1 | 0.2% | |
| -0.8655375242 | 1 | 0.2% | |
| -0.6770645976 | 1 | 0.2% | |
| 0.05025698245 | 1 | 0.2% | |
| -0.7034355402 | 1 | 0.2% | |
| -0.7669181824 | 1 | 0.2% | |
| -1.018216491 | 1 | 0.2% | |
| 0.6712785959 | 1 | 0.2% | |
| 0.4822254777 | 1 | 0.2% | |
| 0.7461844683 | 1 | 0.2% | |
| -0.05781497061 | 1 | 0.2% | |
| 1.591935635 | 1 | 0.2% | |
| -0.3946949542 | 1 | 0.2% | |
| 0.5823603868 | 1 | 0.2% | |
| 0.4116671681 | 1 | 0.2% | |
| -0.3610050678 | 1 | 0.2% | |
| -1.784172416 | 1 | 0.2% | |
| 0.09159422666 | 1 | 0.2% | |
| -0.9044986367 | 1 | 0.2% | |
| 1.229192615 | 1 | 0.2% | |
| 0.1003501266 | 1 | 0.2% | |
| -0.3146250248 | 1 | 0.2% | |
| -0.2478894144 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -1.784172416 | 1 | 0.2% | |
| -1.777390599 | 1 | 0.2% | |
| -1.775028467 | 1 | 0.2% | |
| -1.771892786 | 1 | 0.2% | |
| -1.769294858 | 1 | 0.2% | |
| -1.760717154 | 1 | 0.2% | |
| -1.750786543 | 1 | 0.2% | |
| -1.746181965 | 1 | 0.2% | |
| -1.735312462 | 1 | 0.2% | |
| -1.710163713 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.853703141 | 1 | 0.2% | |
| 1.840021133 | 1 | 0.2% | |
| 1.837389946 | 1 | 0.2% | |
| 1.833210588 | 1 | 0.2% | |
| 1.827633619 | 1 | 0.2% | |
| 1.803492665 | 1 | 0.2% | |
| 1.791868567 | 1 | 0.2% | |
| 1.775597215 | 1 | 0.2% | |
| 1.748016834 | 1 | 0.2% | |
| 1.746398687 | 1 | 0.2% |
| Distinct count | 500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.685754776000976e-11 |
|---|---|
| Minimum | -2.48649263381958 |
| Maximum | 2.338509082794189 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | -2.486492634 |
|---|---|
| 5-th percentile | -1.725865155 |
| Q1 | -0.7074823678 |
| median | 0.1010490581 |
| Q3 | 0.7800683975 |
| 95-th percentile | 1.450444555 |
| Maximum | 2.338509083 |
| Range | 4.825001717 |
| Interquartile range (IQR) | 1.487550765 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -1.032444063e+10 |
| Kurtosis | -0.6739426583 |
| Mean | -9.685754776e-11 |
| Median Absolute Deviation (MAD) | 0.7286494747 |
| Skewness | -0.2698121415 |
| Sum | -4.842877388e-08 |
| Variance | 1.000000003 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.74219358 | 1 | 0.2% | |
| -0.4581780732 | 1 | 0.2% | |
| 0.8115411997 | 1 | 0.2% | |
| 0.6721916795 | 1 | 0.2% | |
| 0.6385198236 | 1 | 0.2% | |
| -0.2694874108 | 1 | 0.2% | |
| -0.0646160394 | 1 | 0.2% | |
| 0.4840500653 | 1 | 0.2% | |
| 0.4523133934 | 1 | 0.2% | |
| 0.4879583418 | 1 | 0.2% | |
| 2.338509083 | 1 | 0.2% | |
| 1.611996055 | 1 | 0.2% | |
| 0.6702568531 | 1 | 0.2% | |
| 1.889346242 | 1 | 0.2% | |
| -0.2285452932 | 1 | 0.2% | |
| 1.792281151 | 1 | 0.2% | |
| 1.283950925 | 1 | 0.2% | |
| 0.4913831651 | 1 | 0.2% | |
| 0.07011158764 | 1 | 0.2% | |
| -0.848980546 | 1 | 0.2% | |
| -0.01902341656 | 1 | 0.2% | |
| 0.1072215587 | 1 | 0.2% | |
| 1.201875567 | 1 | 0.2% | |
| 0.8030877113 | 1 | 0.2% | |
| -0.6946900487 | 1 | 0.2% | |
| Other values (475) | 475 | 95.0% |
| Value | Count | Frequency (%) | |
| -2.486492634 | 1 | 0.2% | |
| -2.372135639 | 1 | 0.2% | |
| -2.277737856 | 1 | 0.2% | |
| -2.172372818 | 1 | 0.2% | |
| -2.128264427 | 1 | 0.2% | |
| -2.112216711 | 1 | 0.2% | |
| -2.108011484 | 1 | 0.2% | |
| -2.064907312 | 1 | 0.2% | |
| -2.025167227 | 1 | 0.2% | |
| -1.991526961 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.338509083 | 1 | 0.2% | |
| 2.203831434 | 1 | 0.2% | |
| 2.164911509 | 1 | 0.2% | |
| 1.889346242 | 1 | 0.2% | |
| 1.883659244 | 1 | 0.2% | |
| 1.856336951 | 1 | 0.2% | |
| 1.848073244 | 1 | 0.2% | |
| 1.838297844 | 1 | 0.2% | |
| 1.830595851 | 1 | 0.2% | |
| 1.795682907 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.131331 | -0.740271 | 1.470037 | -1.006490 | 0.382682 | 1.510702 | 0.135142 | -0.983733 | -1.568228 | -1.097852 | 0.874839 |
| 1 | -1.568566 | -1.417031 | -0.866602 | -0.440028 | -1.157621 | -0.462024 | -0.305086 | 1.292456 | 1.244658 | -1.161871 | -0.514424 |
| 2 | -1.214875 | -1.731508 | 0.566648 | -1.447824 | -0.787260 | -1.224079 | -1.336319 | 0.015690 | 0.543585 | -0.474572 | -1.096513 |
| 3 | 0.758690 | 1.363859 | -0.845047 | 0.443047 | -1.128438 | 0.791644 | 0.558782 | -0.317406 | -1.332104 | 0.458430 | -1.176170 |
| 4 | -0.599134 | -0.781129 | 0.079098 | 1.174417 | -0.382671 | 1.619256 | 0.781715 | 0.285455 | -0.631978 | 1.204204 | 1.120685 |
| 5 | -0.314664 | -1.054278 | 1.172017 | 0.318237 | -0.504227 | 0.366189 | -0.821731 | -1.668196 | 0.440672 | 1.296262 | 0.914841 |
| 6 | 0.900881 | 1.152829 | -0.503426 | -0.633248 | 1.350291 | -1.697089 | -1.477959 | -0.319338 | 0.783438 | -1.533983 | -1.234993 |
| 7 | -0.412137 | -0.744625 | 0.864334 | -0.599602 | 0.999694 | -0.317854 | -1.485136 | -0.979522 | 1.563771 | -0.787660 | 0.700320 |
| 8 | 0.839314 | -0.021619 | 1.629632 | -0.461601 | -1.265026 | -1.012666 | 0.914966 | 0.643470 | 0.700998 | -0.015353 | -0.695228 |
| 9 | 0.119334 | -0.938321 | 1.677670 | -0.260191 | -1.295296 | 0.762523 | 1.262591 | -0.832413 | 0.969671 | 1.539545 | 0.973490 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | 0.459083 | 0.708778 | -0.434907 | 1.465988 | -0.448096 | -1.220448 | 0.306678 | 1.500512 | 1.457612 | 1.227921 | -1.329584 |
| 491 | 1.059838 | 1.005821 | 0.861436 | -0.957430 | 1.681263 | -1.126190 | 1.407712 | 0.397171 | 0.741705 | 1.414316 | -1.420658 |
| 492 | 1.517575 | 1.080759 | 1.186693 | -0.969985 | -0.478915 | 0.592134 | 1.698894 | -0.448394 | -0.147936 | 0.491703 | -0.272746 |
| 493 | 1.059466 | 0.874483 | 0.685661 | -0.050934 | -1.615082 | -0.042123 | 1.651927 | 0.822617 | -0.532240 | -0.143609 | -1.660092 |
| 494 | -1.040173 | -1.782995 | 0.745179 | 1.542755 | 1.375074 | 0.578274 | 1.243945 | 0.598355 | 1.621365 | -0.808069 | 0.313461 |
| 495 | 0.952973 | 0.886962 | 0.115963 | -0.242129 | -1.469264 | 1.298301 | -0.013308 | 1.257300 | 0.020762 | 1.169321 | -2.025167 |
| 496 | 0.577717 | 0.695534 | 0.489078 | -0.403135 | 0.934241 | -0.964520 | -0.380957 | -1.621349 | -1.345499 | -0.563555 | -1.554008 |
| 497 | -1.404767 | -0.938658 | -1.649897 | 0.323531 | -1.685611 | 1.443781 | 0.318836 | 1.630809 | -0.746579 | -0.162017 | 0.551016 |
| 498 | -0.151633 | -0.205664 | 0.954250 | 0.334438 | 0.831764 | -1.289162 | -0.697444 | -0.322451 | 0.494507 | -0.220064 | 1.178861 |
| 499 | 0.993250 | 0.800187 | 1.301865 | -1.551430 | 0.477188 | -0.185062 | -0.702793 | 1.669063 | -0.645260 | 0.938805 | -1.900633 |